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Comparing AI Models for Coding Tasks

May 30, 2025

Epic Coding Gauntlet: AI Models Comparison

Overview

  • Testing AI models: Deepseek, Claude 4 Opus, Chat GPT-03, Gemini 2.5 Pro.
  • Objective: Determine which AI model performs best in coding tasks.
  • New update: Deepseek R1 0528.
  • Prompts available at AI Success Lab.

First Task: AI-powered SEO Therapy Chatbot

  • Models Tested: Claude Opus 4, Chat GPT-03, Gemini 2.5 Pro, Deepseek.
  • Observations:
    • Gemini 2.5 Pro: Fastest in initial output, responsive but outputs were basic.
    • Claude 4 Opus: Engaging responses, slightly irrelevant to the questions asked.
    • Chat GPT-03: Encountered errors, non-functional.
    • Deepseek: Slow, output in Python, UI was good but backend performance lacking.
  • Verdict: Gemini 2.5 Pro wins the round due to relevant responses.

Second Task: Schema Shogun Puzzle Game

  • Models Tested: Claude, Chat GPT-03, Gemini 2.5 Pro, Deepseek.
  • Observations:
    • Claude: Best output, playable game with interactivity.
    • Chat GPT-03: Encountered bugs, failed to deliver.
    • Gemini 2.5 Pro: Basic output, not a samurai-themed game.
    • Deepseek: Slow process, unable to deliver efficiently.
  • Verdict: Claude Opus had the best game functionality.

Dopamine Space Invaders Task

  • Models Tested: Claude, Chat GPT-03, Gemini 2.5 Pro, Deepseek.
  • Observations:
    • Chat GPT-03: Delivered a functional game, but basic in nature.
    • Gemini: Retro feel, sound effects, well-received.
    • Claude: Good interactivity, better effects, superior game play.
    • Deepseek: Lagging issues, less functional.
  • Verdict: Claude favored for better game play and interactivity.

Final Summary

  • Overall Winner: Claude 4 Opus for consistent quality.
  • Runner-Up: Gemini 2.5 Pro for speed and basic functionality.
  • Deepseek: Solid third place, great UI but functional issues.
  • Chat GPT-03: Failed most tests, only functional in last task.

Additional Resources

  • Access prompts and notes on the AI Profit Boardroom.
  • Opportunities for coaching, community access, and Q&A.
  • Automation strategy sessions available for business integration.

Conclusion

  • Claude Opus provides superior outputs overall.
  • Gemini excels in speed and basic coding.
  • Deepseek offers a free solution but with notable limitations.
  • For detailed learning, join AI Success Lab and AI Profit Boardroom.